# Dwell-Release Comparison (Maha Strategies)

> Dwell-Release Comparison (Maha Strategies) is a paid API for AI agents from www.mahastrategies.com, paid per call via x402, $0.096/call, status unknown (last checked 2026-10-20).

Runs a paired finite-state replay simulation comparing onset/dwell and hysteretic release settings across up to 512 labelled offline scoring trials, reporting false-event, miss, and latency metrics.

## Facts

- Endpoint: POST https://www.mahastrategies.com/api/v1/micro/dwell-release-comparison?utm_source=zero.xyz
- Price: $0.096/call
- Payment: x402
- Status: unknown
- Last checked: 2026-10-20
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/dwell-release-comparison-maha-strategies-e713fbe6
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_D6MASBjTuddDsP1bAvL7v

Status and success rate cover calls made through Zero and Zero's own probes. Third-party monitors may report differently.

## How to call it through Zero

Zero handles the 402 payment challenge and records the run. With the Zero CLI installed (`npm i -g @zeroxyz/cli`):

```sh
zero fetch --capability dwell-release-comparison-maha-strategies-e713fbe6 -d '<json body>'
```

Example prompt: Compare my two detector configs — config A uses onset/dwell settings and config B uses hysteretic release — across these 8 public trial sequences scored in unit-interval units on a declared-held-out-offline split, and give me false-event rates, miss rates, and latency metrics for each.

## When to prefer this

Use this endpoint when you need a deterministic, reproducible offline comparison of two finite-state detector configurations (onset/dwell vs hysteretic release) on pre-labelled trial data, with paired statistical metrics (false events, misses, latency). Prefer it over manual simulation when you need auditable digests and boundary annotations. Not suitable for live/real-time hardware control or datasets exceeding 512 scored events or 16 trials.

## Known failure modes

- More than 16 trials supplied (maxItems violation)
- More than 512 labelled scores total causing truncation or rejection
- Invalid dataClass or scoreUnits enum values
- Missing required fields (dataClass, trials, a, b, scoreUnits, evaluationSplit)
- Malformed trial data causing state replay failure
- Payment not attached or insufficient (x402 protocol failure)

## How this service works

Paired finite-state replay of onset/dwell and hysteretic release settings over at most 512 labelled offline scores. Timers and state carry across contiguous trials. At equal timestamps score changes precede timers; no event fires at the final endpoint. Reports paired false-event, miss and latency metrics. No hardware or live control.

## Output

Returns a structured result object containing paired false-event rates, miss rates, and latency metrics for configs A and B across the supplied trials, along with boundary annotations (up to 128), an offer ID, version tag, input digest, and receipt digest for auditability.

## Request schema (JSON Schema)

```json
{
 "type": "object",
 "$schema": "https://json-schema.org/draft/2020-12/schema",
 "required": [
  "input"
 ],
 "properties": {
  "input": {
   "type": "object",
   "required": [
    "type",
    "method",
    "bodyType",
    "body"
   ],
   "properties": {
    "body": {
     "type": "object",
     "required": [
      "dataClass",
      "trials",
      "a",
      "b",
      "scoreUnits",
      "evaluationSplit"
     ],
     "properties": {
      "a": {
       "type": "object"
      },
      "b": {
       "type": "object"
      },
      "trials": {
       "type": "array",
       "maxItems": 16,
       "minItems": 1
      },
      "dataClass": {
       "enum": [
        "public",
        "synthetic"
       ],
       "type": "string"
      },
      "scoreUnits": {
       "enum": [
        "unit-interval"
       ],
       "type": "string"
      },
      "evaluationSplit": {
       "enum": [
        "declared-held-out-offline"
       ],
       "type": "string"
      }
     },
     "additionalProperties": false
    },
    "type": {
     "type": "string",
     "const": "http"
    },
    "method": {
     "enum": [
      "POST"
     ],
     "type": "string"
    },
    "bodyType": {
     "enum": [
      "json",
      "form-data",
      "text"
     ],
     "type": "string"
    }
   },
   "additionalProperties": false
  },
  "output": {
   "type": "object",
   "required": [
    "type"
   ],
   "properties": {
    "type": {
     "type": "string"
    },
    "example": {
     "type": "object",
     "required": [
      "version",
      "offerId",
      "amountBaseUnits",
      "inputDigest",
      "result",
      "boundaries",
      "receiptDigest"
     ],
     "properties": {
      "result": {
       "type": "object"
      },
      "offerId": {
       "enum": [
        "dwell-release-comparison"
       ],
       "type": "string"
      },
      "version": {
       "enum": [
        "maha-microproducts/0.1"
       ],
       "type": "string"
      },
      "boundaries": {
       "type": "array",
       "maxItems": 128,
       "minItems": 0
      },
      "inputDigest": {
       "type": "string",
       "maxLength": 71
      },
      "receiptDigest": {
       "type": "string",
       "maxLength": 71
      },
      "amountBaseUnits": {
       "enum": [
        "96000"
       ],
       "type": "string"
      }
     },
     "additionalProperties": false
    }
   }
  }
 }
}
```

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/dwell-release-comparison-maha-strategies-e713fbe6/health.json
- [Zero catalog index](https://www.zero.xyz/llms.txt)
- [Other services from www.mahastrategies.com](https://www.zero.xyz/host/www.mahastrategies.com/llms.txt)
